1 Wykorzystane biblioteki

Użyto następujących bibliotek:

  • dplyr
  • ggplot2
  • DT
  • data.table
  • kableExtra
  • Hmisc
  • corrplot
  • PerformanceAnalytics
  • caret
  • purrr
  • tidyr
  • plotly

2 Wczytywanie danych

Funkcja ‘fread’ zapewnia szybsze wczytywanie pliku niż ‘read_table’, dlatego to na nią padł wybór.

4 Obsługa brakujących danych

Kolumna “weight_col” wydaje się zawierać wartości puste dla większości wierszy, dlatego też wykluczono ją ze zbioru danych. Poza tym, pominięto wiersze z brakującymi wartościami, gdyż jest ich niewiele w stosunku do rozmiaru całego zbioru.

5 Podstawowa specyfikacja zbioru danych

## [1] "Liczba wierszy: 4488"
## [1] "Liczba kolumn: 411"
blob_coverage res_coverage title pdb_code res_name res_id chain_id blob_volume_coverage blob_volume_coverage_second res_volume_coverage res_volume_coverage_second local_res_atom_count local_res_atom_non_h_count local_res_atom_non_h_occupancy_sum local_res_atom_non_h_electron_sum local_res_atom_non_h_electron_occupancy_sum local_res_atom_C_count local_res_atom_N_count local_res_atom_O_count local_res_atom_S_count dict_atom_non_h_count dict_atom_non_h_electron_sum dict_atom_C_count dict_atom_N_count dict_atom_O_count dict_atom_S_count skeleton_data skeleton_cycle_4 skeleton_diameter skeleton_cycle_6 skeleton_cycle_7 skeleton_closeness_006_008 skeleton_closeness_002_004 skeleton_cycle_3 skeleton_avg_degree skeleton_closeness_004_006 skeleton_closeness_010_012 skeleton_closeness_012_014 skeleton_edges skeleton_radius skeleton_cycle_8_plus skeleton_closeness_020_030 skeleton_deg_5_plus skeleton_closeness_016_018 skeleton_closeness_008_010 skeleton_closeness_018_020 skeleton_average_clustering skeleton_closeness_040_050 skeleton_closeness_014_016 skeleton_center skeleton_closeness_000_002 skeleton_density skeleton_closeness_030_040 skeleton_deg_4 skeleton_deg_0 skeleton_deg_1 skeleton_deg_2 skeleton_deg_3 skeleton_graph_clique_number skeleton_nodes skeleton_cycles skeleton_cycle_5 skeleton_closeness_050_plus skeleton_periphery local_volume local_electrons local_mean local_std local_min local_max local_max_over_std local_skewness local_cut_by_mainchain_volume local_near_cut_count_C local_near_cut_count_other local_near_cut_count_S local_near_cut_count_O local_near_cut_count_N part_00_shape_segments_count part_00_density_segments_count part_00_volume part_00_electrons part_00_mean part_00_std part_00_max part_00_max_over_std part_00_skewness part_00_parts part_00_shape_O3 part_00_shape_O4 part_00_shape_O5 part_00_shape_FL part_00_shape_O3_norm part_00_shape_O4_norm part_00_shape_O5_norm part_00_shape_FL_norm part_00_shape_I1 part_00_shape_I2 part_00_shape_I3 part_00_shape_I4 part_00_shape_I5 part_00_shape_I6 part_00_shape_I1_norm part_00_shape_I2_norm part_00_shape_I3_norm part_00_shape_I4_norm part_00_shape_I5_norm part_00_shape_I6_norm part_00_shape_M000 part_00_shape_CI part_00_shape_E3_E1 part_00_shape_E2_E1 part_00_shape_E3_E2 part_00_shape_sqrt_E1 part_00_shape_sqrt_E2 part_00_shape_sqrt_E3 part_00_density_O3 part_00_density_O4 part_00_density_O5 part_00_density_FL part_00_density_O3_norm part_00_density_O4_norm part_00_density_O5_norm part_00_density_FL_norm part_00_density_I1 part_00_density_I2 part_00_density_I3 part_00_density_I4 part_00_density_I5 part_00_density_I6 part_00_density_I1_norm part_00_density_I2_norm part_00_density_I3_norm part_00_density_I4_norm part_00_density_I5_norm part_00_density_I6_norm part_00_density_M000 part_00_density_CI part_00_density_E3_E1 part_00_density_E2_E1 part_00_density_E3_E2 part_00_density_sqrt_E1 part_00_density_sqrt_E2 part_00_density_sqrt_E3 part_00_shape_Z_7_3 part_00_shape_Z_0_0 part_00_shape_Z_7_0 part_00_shape_Z_7_1 part_00_shape_Z_3_0 part_00_shape_Z_5_2 part_00_shape_Z_6_1 part_00_shape_Z_3_1 part_00_shape_Z_6_0 part_00_shape_Z_2_1 part_00_shape_Z_6_3 part_00_shape_Z_2_0 part_00_shape_Z_6_2 part_00_shape_Z_5_0 part_00_shape_Z_5_1 part_00_shape_Z_4_2 part_00_shape_Z_1_0 part_00_shape_Z_4_1 part_00_shape_Z_7_2 part_00_shape_Z_4_0 part_00_density_Z_7_3 part_00_density_Z_0_0 part_00_density_Z_7_0 part_00_density_Z_7_1 part_00_density_Z_3_0 part_00_density_Z_5_2 part_00_density_Z_6_1 part_00_density_Z_3_1 part_00_density_Z_6_0 part_00_density_Z_2_1 part_00_density_Z_6_3 part_00_density_Z_2_0 part_00_density_Z_6_2 part_00_density_Z_5_0 part_00_density_Z_5_1 part_00_density_Z_4_2 part_00_density_Z_1_0 part_00_density_Z_4_1 part_00_density_Z_7_2 part_00_density_Z_4_0 part_01_shape_segments_count part_01_density_segments_count part_01_volume part_01_electrons part_01_mean part_01_std part_01_max part_01_max_over_std part_01_skewness part_01_parts part_01_shape_O3 part_01_shape_O4 part_01_shape_O5 part_01_shape_FL part_01_shape_O3_norm part_01_shape_O4_norm part_01_shape_O5_norm part_01_shape_FL_norm part_01_shape_I1 part_01_shape_I2 part_01_shape_I3 part_01_shape_I4 part_01_shape_I5 part_01_shape_I6 part_01_shape_I1_norm part_01_shape_I2_norm part_01_shape_I3_norm part_01_shape_I4_norm part_01_shape_I5_norm part_01_shape_I6_norm part_01_shape_M000 part_01_shape_CI part_01_shape_E3_E1 part_01_shape_E2_E1 part_01_shape_E3_E2 part_01_shape_sqrt_E1 part_01_shape_sqrt_E2 part_01_shape_sqrt_E3 part_01_density_O3 part_01_density_O4 part_01_density_O5 part_01_density_FL part_01_density_O3_norm part_01_density_O4_norm part_01_density_O5_norm part_01_density_FL_norm part_01_density_I1 part_01_density_I2 part_01_density_I3 part_01_density_I4 part_01_density_I5 part_01_density_I6 part_01_density_I1_norm part_01_density_I2_norm part_01_density_I3_norm part_01_density_I4_norm part_01_density_I5_norm part_01_density_I6_norm part_01_density_M000 part_01_density_CI part_01_density_E3_E1 part_01_density_E2_E1 part_01_density_E3_E2 part_01_density_sqrt_E1 part_01_density_sqrt_E2 part_01_density_sqrt_E3 part_01_shape_Z_7_3 part_01_shape_Z_0_0 part_01_shape_Z_7_0 part_01_shape_Z_7_1 part_01_shape_Z_3_0 part_01_shape_Z_5_2 part_01_shape_Z_6_1 part_01_shape_Z_3_1 part_01_shape_Z_6_0 part_01_shape_Z_2_1 part_01_shape_Z_6_3 part_01_shape_Z_2_0 part_01_shape_Z_6_2 part_01_shape_Z_5_0 part_01_shape_Z_5_1 part_01_shape_Z_4_2 part_01_shape_Z_1_0 part_01_shape_Z_4_1 part_01_shape_Z_7_2 part_01_shape_Z_4_0 part_01_density_Z_7_3 part_01_density_Z_0_0 part_01_density_Z_7_0 part_01_density_Z_7_1 part_01_density_Z_3_0 part_01_density_Z_5_2 part_01_density_Z_6_1 part_01_density_Z_3_1 part_01_density_Z_6_0 part_01_density_Z_2_1 part_01_density_Z_6_3 part_01_density_Z_2_0 part_01_density_Z_6_2 part_01_density_Z_5_0 part_01_density_Z_5_1 part_01_density_Z_4_2 part_01_density_Z_1_0 part_01_density_Z_4_1 part_01_density_Z_7_2 part_01_density_Z_4_0 part_02_shape_segments_count part_02_density_segments_count part_02_volume part_02_electrons part_02_mean part_02_std part_02_max part_02_max_over_std part_02_skewness part_02_parts part_02_shape_O3 part_02_shape_O4 part_02_shape_O5 part_02_shape_FL part_02_shape_O3_norm part_02_shape_O4_norm part_02_shape_O5_norm part_02_shape_FL_norm part_02_shape_I1 part_02_shape_I2 part_02_shape_I3 part_02_shape_I4 part_02_shape_I5 part_02_shape_I6 part_02_shape_I1_norm part_02_shape_I2_norm part_02_shape_I3_norm part_02_shape_I4_norm part_02_shape_I5_norm part_02_shape_I6_norm part_02_shape_M000 part_02_shape_CI part_02_shape_E3_E1 part_02_shape_E2_E1 part_02_shape_E3_E2 part_02_shape_sqrt_E1 part_02_shape_sqrt_E2 part_02_shape_sqrt_E3 part_02_density_O3 part_02_density_O4 part_02_density_O5 part_02_density_FL part_02_density_O3_norm part_02_density_O4_norm part_02_density_O5_norm part_02_density_FL_norm part_02_density_I1 part_02_density_I2 part_02_density_I3 part_02_density_I4 part_02_density_I5 part_02_density_I6 part_02_density_I1_norm part_02_density_I2_norm part_02_density_I3_norm part_02_density_I4_norm part_02_density_I5_norm part_02_density_I6_norm part_02_density_M000 part_02_density_CI part_02_density_E3_E1 part_02_density_E2_E1 part_02_density_E3_E2 part_02_density_sqrt_E1 part_02_density_sqrt_E2 part_02_density_sqrt_E3 part_02_shape_Z_7_3 part_02_shape_Z_0_0 part_02_shape_Z_7_0 part_02_shape_Z_7_1 part_02_shape_Z_3_0 part_02_shape_Z_5_2 part_02_shape_Z_6_1 part_02_shape_Z_3_1 part_02_shape_Z_6_0 part_02_shape_Z_2_1 part_02_shape_Z_6_3 part_02_shape_Z_2_0 part_02_shape_Z_6_2 part_02_shape_Z_5_0 part_02_shape_Z_5_1 part_02_shape_Z_4_2 part_02_shape_Z_1_0 part_02_shape_Z_4_1 part_02_shape_Z_7_2 part_02_shape_Z_4_0 part_02_density_Z_7_3 part_02_density_Z_0_0 part_02_density_Z_7_0 part_02_density_Z_7_1 part_02_density_Z_3_0 part_02_density_Z_5_2 part_02_density_Z_6_1 part_02_density_Z_3_1 part_02_density_Z_6_0 part_02_density_Z_2_1 part_02_density_Z_6_3 part_02_density_Z_2_0 part_02_density_Z_6_2 part_02_density_Z_5_0 part_02_density_Z_5_1 part_02_density_Z_4_2 part_02_density_Z_1_0 part_02_density_Z_4_1 part_02_density_Z_7_2 part_02_density_Z_4_0 fo_col fc_col grid_space solvent_radius solvent_opening_radius resolution_max_limit resolution FoFc_mean FoFc_std FoFc_square_std FoFc_min FoFc_max part_step_FoFc_std_min part_step_FoFc_std_max part_step_FoFc_std_step
Length:4488 Length:4488 Length:4488 Length:4488 Length:4488 Min. : 0.0 Length:4488 Min. :0.02305 Min. :0.00000 Min. :0.01637 Min. :0.00000 Min. : 1.00 Min. : 1.00 Min. :-7.38 Min. : 7.0 Min. :-45.91 Min. : 0.000 Min. : 0.000 Min. : 0.000 Min. :0.0000 Min. : 1.00 Min. : 7.0 Min. : 0.000 Min. : 0.000 Min. : 0.0 Min. :0.0000 Length:4488 Min. : 0.0000 Min. : 0.00 Min. : 0.00000 Min. : 0.00000 Min. : 0.00 Min. : 0.00000 Min. : 0.0000 Min. :0.000 Min. : 0.000 Min. : 0.000 Min. : 0.000 Min. : 0.0 Min. : 0.00 Min. : 0.0000 Min. : 0.000 Min. : 0.0000 Min. : 0.000 Min. : 0.000 Min. : 0.000 Min. :0.0000000 Min. : 0.00 Min. : 0.000 Min. : 1.000 Min. :0.0000 Min. :0.00000 Min. : 0.000 Min. : 0.0000 Min. :0.0000 Min. : 0.000 Min. : 0.00 Min. : 0.000 Min. :1.000 Min. : 1.00 Min. : 0.000 Min. : 0.0000 Min. : 0.000 Min. : 1.000 Min. : 97.34 Min. : 0.5575 Min. :0.002353 Min. :0.02546 Min. :0 Min. : 0.1470 Min. : 3.947 Min. :0.04239 Min. : 0.0000 Min. : 0.000 Min. :0.00000 Min. :0.0000 Min. : 0.00 Min. : 0.000 Min. : 1 Min. : 1 Min. : 2.048 Min. : 0.5575 Min. :0.1093 Min. :0.01150 Min. : 0.1470 Min. : 3.947 Min. :0.01061 Min. : 1.00 Min. : 2507 Min. :2.028e+06 Min. :5.290e+08 Min. :6.388e+04 Min. :0.2311 Min. :0.01780 Min. :0.0004538 Min. : 0.000002 Min. :3.031e+04 Min. :2.302e+08 Min. :2.145e+08 Min. :2.594e+04 Min. :1.460e+02 Min. :2.698e+07 Min. : 0.06365 Min. : 0.001080 Min. : 0.00081 Min. :0.000001 Min. :0.000000 Min. : 0.004909 Min. : 256 Min. :-36.83657 Min. :0.01393 Min. :0.02327 Min. :0.0328 Min. : 1.918 Min. : 1.383 Min. : 1.057 Min. : 831 Min. :2.019e+05 Min. :1.467e+07 Min. :1.555e+04 Min. :0.04382 Min. :0.000631 Min. :0.000003 Min. : 0.00000 Min. :1.116e+04 Min. :3.047e+07 Min. :2.775e+07 Min. :9.576e+03 Min. :2.880e+02 Min. :3.630e+06 Min. : 0.00303 Min. : 0.0000 Min. : 0.000 Min. : 0.00000 Min. : 0.00000 Min. : 0.0000 Min. : 69.69 Min. :-43.45620 Min. :0.01323 Min. :0.0206 Min. :0.04059 Min. : 1.664 Min. : 1.353 Min. : 1.031 Min. : 8.074 Min. : 7.818 Min. : 1.970 Min. : 4.875 Min. : 1.533 Min. : 5.994 Min. : 3.01 Min. : 4.041 Min. : 0.08336 Min. : 4.503 Min. : 6.003 Min. : 2.532 Min. : 4.806 Min. : 1.224 Min. : 4.65 Min. : 5.704 Min. :0.9021 Min. : 4.086 Min. : 7.019 Min. : 0.1017 Min. : 5.763 Min. : 4.079 Min. : 2.147 Min. : 4.493 Min. : 1.258 Min. : 3.899 Min. : 2.069 Min. : 2.497 Min. : 0.109 Min. : 4.781 Min. : 3.502 Min. : 3.524 Min. : 2.782 Min. : 1.016 Min. : 3.150 Min. : 3.034 Min. :0.8848 Min. : 2.124 Min. : 5.11 Min. : 0.1646 Min. : 1.0 Min. : 1.0 Min. : 0.712 Min. : 0.2812 Min. :0.1210 Min. :0.008178 Min. : 0.1470 Min. : 3.947 Min. :0.007001 Min. : 1.000 Min. : 735 Min. :1.616e+05 Min. :8.214e+06 Min. :4.507e+03 Min. :0.2311 Min. :0.01779 Min. :0.0004475 Min. : 0.00000 Min. :5.643e+03 Min. :7.438e+06 Min. :7.052e+06 Min. :2.085e+03 Min. :1.600e+01 Min. :1.519e+06 Min. : 0.06359 Min. : 0.00108 Min. : 0.0008 Min. : 0.00000 Min. : 0.00000 Min. : 0.00490 Min. : 89.0 Min. :-49.37426 Min. :0.006985 Min. :0.0155 Min. :0.03173 Min. : 1.583 Min. : 1.096 Min. : 0.843 Min. : 255 Min. :1.859e+04 Min. :4.088e+05 Min. :9.210e+02 Min. :0.03937 Min. :0.000515 Min. :0.0000022 Min. : 0.0000 Min. :2.124e+03 Min. :1.066e+06 Min. :1.136e+06 Min. :4.470e+02 Min. :5.000e+00 Min. :1.964e+05 Min. : 0.00213 Min. : 0.0000 Min. : 0.000 Min. : 0.0000 Min. : 0.0000 Min. : 0.0000 Min. : 35.15 Min. :-62.25246 Min. :0.006796 Min. :0.01503 Min. :0.0391 Min. : 1.557 Min. : 1.073 Min. : 0.8301 Min. : 7.964 Min. : 4.609 Min. : 1.557 Min. : 5.573 Min. : 1.097 Min. : 6.149 Min. : 2.253 Min. : 3.972 Min. : 0.07402 Min. : 4.439 Min. : 4.204 Min. : 1.724 Min. : 3.095 Min. : 2.025 Min. : 4.539 Min. : 4.305 Min. :0.8159 Min. : 2.604 Min. : 7.25 Min. : 0.04122 Min. : 6.157 Min. : 2.897 Min. : 2.012 Min. : 4.466 Min. : 1.409 Min. : 5.100 Min. : 1.308 Min. : 3.169 Min. : 0.03706 Min. : 3.209 Min. : 2.679 Min. : 2.241 Min. : 2.009 Min. : 2.032 Min. : 3.724 Min. : 2.286 Min. :0.8034 Min. : 1.255 Min. : 5.456 Min. : 0.1485 Min. : 1.0 Min. : 1.0 Min. : 0.256 Min. : 0.06107 Min. :0.1342 Min. :0.002289 Min. : 0.1470 Min. : 3.947 Min. :0.001497 Min. : 1.000 Min. : 77 Min. :1.866e+03 Min. :1.341e+04 Min. :0.000e+00 Min. : 0.2309 Min. :0.01746 Min. :0.0003996 Min. : 0.00000 Min. :2.310e+02 Min. :1.229e+04 Min. :1.124e+04 Min. :0.000e+00 Min. :0.000e+00 Min. :6.209e+03 Min. : 0.06347 Min. : 0.0010 Min. : 0.00 Min. : 0.00000 Min. : 0.00000 Min. : 0.0049 Min. : 32.0 Min. :-98.03857 Min. :0.002117 Min. :0.003496 Min. :0.02969 Min. : 0.9532 Min. : 0.6796 Min. : 0.4825 Min. : 20 Min. :1.130e+02 Min. :2.000e+02 Min. :-3.000e+00 Min. : 0.03914 Min. :0.000509 Min. :0.0000022 Min. : -0.0001 Min. :6.700e+01 Min. :7.940e+02 Min. :1.413e+03 Min. :-1.000e+00 Min. :0.000e+00 Min. :5.760e+02 Min. : 0.0021 Min. : 0.000 Min. : 0.0 Min. : 0.0000 Min. : 0.0000 Min. : 0.000 Min. : 7.634 Min. :-107.86678 Min. :0.002099 Min. :0.003465 Min. :0.03466 Min. : 0.9319 Min. : 0.6755 Min. : 0.4822 Min. : 7.839 Min. : 2.764 Min. : 2.134 Min. : 5.227 Min. : 1.033 Min. : 5.832 Min. : 1.669 Min. : 3.606 Min. : 0.05735 Min. : 1.982 Min. : 3.824 Min. : 0.5542 Min. : 2.817 Min. : 1.595 Min. : 3.737 Min. : 2.47 Min. :0.8479 Min. : 1.246 Min. : 6.552 Min. : 0.1485 Min. : 4.99 Min. : 1.350 Min. : 1.764 Min. : 4.087 Min. : 0.6542 Min. : 4.146 Min. : 0.9312 Min. : 1.981 Min. : 0.08521 Min. : 1.722 Min. : 1.974 Min. : 0.4543 Min. : 1.501 Min. : 1.600 Min. : 3.169 Min. : 1.595 Min. :0.8359 Min. : 0.8051 Min. : 4.511 Min. : 0.02617 Length:4488 Length:4488 Min. :0.2 Min. :1.9 Min. :1.4 Min. :1 Min. :0.8697 Min. :-6.051e-08 Min. :0.03299 Min. :0.001089 Min. :-2.4216 Min. : 0.2261 Min. :2.8 Min. :4.05 Min. :0.5
Class :character Class :character Class :character Class :character Class :character 1st Qu.: 301.0 Class :character 1st Qu.:0.48363 1st Qu.:0.00000 1st Qu.:0.28394 1st Qu.:0.00000 1st Qu.: 4.00 1st Qu.: 4.00 1st Qu.: 4.00 1st Qu.: 30.0 1st Qu.: 29.00 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 1.000 1st Qu.:0.0000 1st Qu.: 4.00 1st Qu.: 30.0 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 1.0 1st Qu.:0.0000 Class :character 1st Qu.: 0.0000 1st Qu.: 3.00 1st Qu.: 0.00000 1st Qu.: 0.00000 1st Qu.: 0.00 1st Qu.: 0.00000 1st Qu.: 0.0000 1st Qu.:1.500 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 3.0 1st Qu.: 2.00 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.:0.0000000 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 1.000 1st Qu.:0.0000 1st Qu.:0.02353 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.:0.0000 1st Qu.: 2.000 1st Qu.: 2.00 1st Qu.: 0.000 1st Qu.:2.000 1st Qu.: 4.00 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.: 2.000 1st Qu.: 230.82 1st Qu.: 4.0973 1st Qu.:0.013283 1st Qu.:0.07303 1st Qu.:0 1st Qu.: 0.6075 1st Qu.: 5.611 1st Qu.:0.12865 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 6 1st Qu.: 6 1st Qu.: 8.024 1st Qu.: 4.0832 1st Qu.:0.3789 1st Qu.:0.07413 1st Qu.: 0.6075 1st Qu.: 5.611 1st Qu.:0.06592 1st Qu.: 1.00 1st Qu.: 36528 1st Qu.:3.423e+08 1st Qu.:8.158e+11 1st Qu.:2.210e+09 1st Qu.:0.2722 1st Qu.:0.02188 1st Qu.:0.0005212 1st Qu.: 0.000701 1st Qu.:1.859e+06 1st Qu.:5.419e+11 1st Qu.:1.179e+12 1st Qu.:1.122e+09 1st Qu.:1.558e+08 1st Qu.:2.977e+10 1st Qu.: 0.10013 1st Qu.: 0.002015 1st Qu.: 0.00323 1st Qu.:0.000329 1st Qu.:0.000047 1st Qu.: 0.010866 1st Qu.: 1003 1st Qu.: -0.83974 1st Qu.:0.08479 1st Qu.:0.21672 1st Qu.:0.3527 1st Qu.: 4.263 1st Qu.: 2.774 1st Qu.: 2.074 1st Qu.: 17618 1st Qu.:7.443e+07 1st Qu.:8.508e+10 1st Qu.:4.557e+08 1st Qu.:0.38292 1st Qu.:0.042493 1st Qu.:0.001308 1st Qu.: 0.00200 1st Qu.:9.039e+05 1st Qu.:1.151e+11 1st Qu.:2.814e+11 1st Qu.:2.381e+08 1st Qu.:4.388e+07 1st Qu.:7.178e+09 1st Qu.: 0.21870 1st Qu.: 0.0091 1st Qu.: 0.015 1st Qu.: 0.00101 1st Qu.: 0.00021 1st Qu.: 0.0334 1st Qu.: 510.40 1st Qu.: -0.89094 1st Qu.:0.08127 1st Qu.:0.2130 1st Qu.:0.35062 1st Qu.: 3.953 1st Qu.: 2.609 1st Qu.: 1.975 1st Qu.: 17.435 1st Qu.: 15.474 1st Qu.: 6.688 1st Qu.: 11.058 1st Qu.: 6.585 1st Qu.: 16.541 1st Qu.: 13.15 1st Qu.: 12.577 1st Qu.: 6.06300 1st Qu.: 21.242 1st Qu.: 20.279 1st Qu.: 15.904 1st Qu.: 17.779 1st Qu.: 5.951 1st Qu.: 13.18 1st Qu.: 21.209 1st Qu.:1.2454 1st Qu.: 17.757 1st Qu.: 14.817 1st Qu.: 9.1049 1st Qu.: 11.891 1st Qu.:11.039 1st Qu.: 6.089 1st Qu.: 8.058 1st Qu.: 4.804 1st Qu.: 11.218 1st Qu.: 8.810 1st Qu.: 8.312 1st Qu.: 4.065 1st Qu.: 15.581 1st Qu.: 13.575 1st Qu.:11.996 1st Qu.: 12.181 1st Qu.: 5.407 1st Qu.: 9.318 1st Qu.: 15.960 1st Qu.:1.2335 1st Qu.: 14.106 1st Qu.: 10.44 1st Qu.: 8.1609 1st Qu.: 3.0 1st Qu.: 3.0 1st Qu.: 5.334 1st Qu.: 2.8703 1st Qu.:0.4147 1st Qu.:0.062109 1st Qu.: 0.6075 1st Qu.: 5.611 1st Qu.:0.053679 1st Qu.: 1.000 1st Qu.: 18571 1st Qu.:8.032e+07 1st Qu.:9.781e+10 1st Qu.:3.269e+08 1st Qu.:0.2623 1st Qu.:0.02067 1st Qu.:0.0004944 1st Qu.: 0.00041 1st Qu.:7.430e+05 1st Qu.:7.153e+10 1st Qu.:2.054e+11 1st Qu.:1.602e+08 1st Qu.:1.797e+07 1st Qu.:6.283e+09 1st Qu.: 0.09066 1st Qu.: 0.00169 1st Qu.: 0.0025 1st Qu.: 0.00018 1st Qu.: 0.00002 1st Qu.: 0.00925 1st Qu.: 666.8 1st Qu.: -0.64875 1st Qu.:0.076323 1st Qu.:0.2071 1st Qu.:0.35588 1st Qu.: 3.694 1st Qu.: 2.368 1st Qu.: 1.788 1st Qu.: 10102 1st Qu.:2.232e+07 1st Qu.:1.405e+10 1st Qu.:7.143e+07 1st Qu.:0.35575 1st Qu.:0.037321 1st Qu.:0.0011077 1st Qu.: 0.0012 1st Qu.:3.846e+05 1st Qu.:1.967e+10 1st Qu.:5.288e+10 1st Qu.:3.662e+07 1st Qu.:5.955e+06 1st Qu.:1.745e+09 1st Qu.: 0.18207 1st Qu.: 0.0066 1st Qu.: 0.011 1st Qu.: 0.0005 1st Qu.: 0.0001 1st Qu.: 0.0258 1st Qu.: 358.79 1st Qu.: -0.70225 1st Qu.:0.074477 1st Qu.:0.20479 1st Qu.:0.3546 1st Qu.: 3.466 1st Qu.: 2.265 1st Qu.: 1.7297 1st Qu.: 13.635 1st Qu.: 12.616 1st Qu.: 6.668 1st Qu.: 8.955 1st Qu.: 5.107 1st Qu.: 12.688 1st Qu.: 10.337 1st Qu.: 9.960 1st Qu.: 4.93031 1st Qu.: 16.882 1st Qu.: 15.912 1st Qu.: 12.288 1st Qu.: 13.827 1st Qu.: 5.448 1st Qu.: 9.712 1st Qu.: 16.301 1st Qu.:1.2812 1st Qu.: 13.082 1st Qu.: 11.50 1st Qu.: 6.80187 1st Qu.: 9.971 1st Qu.: 9.255 1st Qu.: 6.276 1st Qu.: 7.541 1st Qu.: 4.176 1st Qu.: 9.057 1st Qu.: 6.662 1st Qu.: 7.016 1st Qu.: 3.28236 1st Qu.: 12.970 1st Qu.: 10.502 1st Qu.: 9.706 1st Qu.: 9.089 1st Qu.: 5.219 1st Qu.: 7.335 1st Qu.: 12.383 1st Qu.:1.2711 1st Qu.: 10.732 1st Qu.: 8.773 1st Qu.: 5.6792 1st Qu.: 3.0 1st Qu.: 3.0 1st Qu.: 3.166 1st Qu.: 1.82767 1st Qu.:0.4507 1st Qu.:0.050063 1st Qu.: 0.6075 1st Qu.: 5.611 1st Qu.:0.041721 1st Qu.: 1.000 1st Qu.: 8235 1st Qu.:1.505e+07 1st Qu.:8.064e+09 1st Qu.:2.075e+07 1st Qu.: 0.2532 1st Qu.:0.01985 1st Qu.:0.0004744 1st Qu.: 0.00024 1st Qu.:2.136e+05 1st Qu.:6.998e+09 1st Qu.:1.586e+10 1st Qu.:9.893e+06 1st Qu.:9.214e+05 1st Qu.:7.853e+08 1st Qu.: 0.08191 1st Qu.: 0.0015 1st Qu.: 0.00 1st Qu.: 0.00010 1st Qu.: 0.00001 1st Qu.: 0.0078 1st Qu.: 395.8 1st Qu.: -0.46655 1st Qu.:0.073045 1st Qu.:0.208313 1st Qu.:0.36701 1st Qu.: 3.0403 1st Qu.: 1.9642 1st Qu.: 1.5164 1st Qu.: 4663 1st Qu.:4.760e+06 1st Qu.:1.296e+09 1st Qu.: 6.176e+06 1st Qu.: 0.32984 1st Qu.:0.031772 1st Qu.:0.0009055 1st Qu.: 0.0006 1st Qu.:1.231e+05 1st Qu.:1.997e+09 1st Qu.:4.947e+09 1st Qu.: 3.049e+06 1st Qu.:4.077e+05 1st Qu.:2.572e+08 1st Qu.: 0.1515 1st Qu.: 0.005 1st Qu.: 0.0 1st Qu.: 0.0003 1st Qu.: 0.0000 1st Qu.: 0.020 1st Qu.: 228.459 1st Qu.: -0.50622 1st Qu.:0.071699 1st Qu.:0.207316 1st Qu.:0.36884 1st Qu.: 2.8791 1st Qu.: 1.9071 1st Qu.: 1.4792 1st Qu.: 11.068 1st Qu.: 9.720 1st Qu.: 6.816 1st Qu.: 8.516 1st Qu.: 4.488 1st Qu.: 9.240 1st Qu.: 7.457 1st Qu.: 7.284 1st Qu.: 3.65600 1st Qu.: 12.753 1st Qu.: 11.565 1st Qu.: 8.9273 1st Qu.: 9.878 1st Qu.: 5.591 1st Qu.: 7.542 1st Qu.: 11.75 1st Qu.:1.3270 1st Qu.: 9.280 1st Qu.: 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Mean : 20.777 Mean : 15.829 Mean : 23.928 Mean :12.560 Mean : 28.225 Mean : 25.532 Mean : 19.761 Mean :12.68979 Mean : 30.077 Mean : 37.407 Mean : 21.9204 Mean : 33.554 Mean : 15.588 Mean : 23.248 Mean : 34.40 Mean :1.6395 Mean : 29.219 Mean : 30.064 Mean : 16.2019 Mean : 27.79 Mean :16.846 Mean :14.626 Mean : 20.790 Mean :10.5400 Mean : 22.988 Mean : 21.5297 Mean :15.726 Mean :11.43658 Mean : 24.495 Mean : 30.085 Mean :18.7460 Mean : 27.409 Mean :13.938 Mean : 19.579 Mean : 27.849 Mean :1.6320 Mean : 24.2524 Mean : 25.194 Mean :14.57551 NA NA Mean :0.2 Mean :1.9 Mean :1.4 Mean :1 Mean :2.1229 Mean :-8.262e-11 Mean :0.12647 Mean :0.018388 Mean :-0.6861 Mean : 2.6246 Mean :2.8 Mean :4.05 Mean :0.5
NA NA NA NA NA 3rd Qu.: 922.2 NA 3rd Qu.:0.86185 3rd Qu.:0.00000 3rd Qu.:0.73136 3rd Qu.:0.00000 3rd Qu.:20.00 3rd Qu.:20.00 3rd Qu.:19.00 3rd Qu.:137.0 3rd Qu.:134.00 3rd Qu.:10.000 3rd Qu.: 2.000 3rd Qu.: 5.000 3rd Qu.:0.0000 3rd Qu.: 21.00 3rd Qu.:145.0 3rd Qu.:10.000 3rd Qu.: 2.000 3rd Qu.: 6.0 3rd Qu.:0.0000 NA 3rd Qu.: 0.0000 3rd Qu.: 37.00 3rd Qu.: 0.00000 3rd Qu.: 0.00000 3rd Qu.: 0.00 3rd Qu.: 0.00000 3rd Qu.: 0.0000 3rd Qu.:1.968 3rd Qu.: 0.000 3rd Qu.: 0.000 3rd Qu.: 0.000 3rd Qu.: 47.0 3rd Qu.: 19.00 3rd Qu.: 0.0000 3rd Qu.: 3.000 3rd Qu.: 0.0000 3rd Qu.: 0.000 3rd Qu.: 0.000 3rd Qu.: 0.000 3rd Qu.:0.0000000 3rd Qu.: 2.00 3rd Qu.: 0.000 3rd Qu.: 2.000 3rd Qu.:0.0000 3rd Qu.:0.22222 3rd Qu.: 2.000 3rd Qu.: 0.0000 3rd Qu.:0.0000 3rd Qu.: 4.000 3rd Qu.: 41.00 3rd Qu.: 2.000 3rd Qu.:2.000 3rd Qu.: 48.00 3rd Qu.: 0.000 3rd Qu.: 0.0000 3rd Qu.:11.000 3rd Qu.: 2.000 3rd Qu.: 900.06 3rd Qu.: 23.3207 3rd Qu.:0.029491 3rd Qu.:0.14501 3rd Qu.:0 3rd Qu.: 1.5642 3rd Qu.: 12.221 3rd Qu.:0.25957 3rd Qu.: 0.1680 3rd Qu.: 7.000 3rd Qu.:0.00000 3rd Qu.:0.0000 3rd Qu.: 3.00 3rd Qu.: 3.000 3rd Qu.: 188 3rd Qu.: 188 3rd Qu.: 41.986 3rd Qu.: 22.6287 3rd Qu.:0.7087 3rd Qu.:0.24302 3rd Qu.: 1.5642 3rd Qu.: 12.221 3rd Qu.:0.25148 3rd Qu.: 1.00 3rd Qu.: 834399 3rd Qu.:1.416e+11 3rd Qu.:5.771e+15 3rd Qu.:1.051e+13 3rd Qu.:0.6194 3rd Qu.:0.07398 3rd Qu.:0.0019248 3rd Qu.: 0.036253 3rd Qu.:2.128e+08 3rd Qu.:5.024e+15 3rd Qu.:2.138e+16 3rd Qu.:6.423e+12 3rd Qu.:2.980e+12 3rd Qu.:8.926e+13 3rd Qu.: 0.62191 3rd Qu.: 0.039772 3rd Qu.: 0.21976 3rd Qu.:0.021863 3rd Qu.:0.011014 3rd Qu.: 0.208733 3rd Qu.: 5248 3rd Qu.: 0.87653 3rd Qu.:0.35128 3rd Qu.:0.62290 3rd Qu.:0.7362 3rd Qu.:10.754 3rd Qu.: 5.690 3rd Qu.: 3.611 3rd Qu.: 380441 3rd Qu.:3.123e+10 3rd Qu.:5.729e+14 3rd Qu.:2.701e+12 3rd Qu.:0.95435 3rd Qu.:0.174729 3rd Qu.:0.007327 3rd Qu.: 0.13848 3rd Qu.:9.184e+07 3rd Qu.:9.958e+14 3rd Qu.:4.454e+15 3rd Qu.:1.621e+12 3rd Qu.:8.505e+11 3rd Qu.:1.881e+13 3rd Qu.: 1.51152 3rd Qu.: 0.2345 3rd Qu.: 1.317 3rd Qu.: 0.09245 3rd Qu.: 0.05261 3rd Qu.: 0.7834 3rd Qu.: 2828.59 3rd Qu.: 0.97314 3rd Qu.:0.36195 3rd Qu.:0.6265 3rd Qu.:0.74160 3rd Qu.:10.373 3rd Qu.: 5.414 3rd Qu.: 3.357 3rd Qu.: 59.079 3rd Qu.: 35.397 3rd Qu.: 24.679 3rd Qu.: 40.717 3rd Qu.: 21.655 3rd Qu.: 49.869 3rd Qu.: 46.59 3rd Qu.: 34.022 3rd Qu.: 22.03284 3rd Qu.: 52.840 3rd Qu.: 67.328 3rd Qu.: 39.382 3rd Qu.: 61.145 3rd Qu.: 26.837 3rd Qu.: 41.30 3rd Qu.: 63.043 3rd Qu.:1.5436 3rd Qu.: 54.798 3rd Qu.: 53.057 3rd Qu.: 30.2997 3rd Qu.: 44.032 3rd Qu.:25.986 3rd Qu.:21.108 3rd Qu.: 32.641 3rd Qu.:15.842 3rd Qu.: 36.758 3rd Qu.: 38.234 3rd Qu.:24.068 3rd Qu.:19.642 3rd Qu.: 38.995 3rd Qu.: 51.003 3rd Qu.:30.601 3rd Qu.: 47.475 3rd Qu.:21.531 3rd Qu.: 31.655 3rd Qu.: 46.650 3rd Qu.:1.5377 3rd Qu.: 41.693 3rd Qu.: 40.49 3rd Qu.:25.7260 3rd Qu.: 134.2 3rd Qu.: 134.2 3rd Qu.: 31.034 3rd Qu.: 20.0793 3rd Qu.:0.7762 3rd Qu.:0.234129 3rd Qu.: 1.5642 3rd Qu.: 12.221 3rd Qu.:0.238605 3rd Qu.: 1.000 3rd Qu.: 537434 3rd Qu.:6.007e+10 3rd Qu.:1.585e+15 3rd Qu.:4.899e+12 3rd Qu.:0.6883 3rd Qu.:0.08538 3rd Qu.:0.0022000 3rd Qu.: 0.05466 3rd Qu.:1.245e+08 3rd Qu.:1.920e+15 3rd Qu.:7.888e+15 3rd Qu.:2.913e+12 3rd Qu.:1.366e+12 3rd Qu.:3.611e+13 3rd Qu.: 0.78815 3rd Qu.: 0.05533 3rd Qu.: 0.3712 3rd Qu.: 0.03499 3rd Qu.: 0.01804 3rd Qu.: 0.29807 3rd Qu.: 3879.2 3rd Qu.: 0.69944 3rd Qu.:0.382459 3rd Qu.:0.6384 3rd Qu.:0.74990 3rd Qu.:10.052 3rd Qu.: 5.273 3rd Qu.: 3.348 3rd Qu.: 283716 3rd Qu.:1.696e+10 3rd Qu.:2.206e+14 3rd Qu.:1.400e+12 3rd Qu.:0.97935 3rd Qu.:0.173394 3rd Qu.:0.0069911 3rd Qu.: 0.1680 3rd Qu.:6.219e+07 3rd Qu.:4.717e+14 3rd Qu.:1.997e+15 3rd Qu.:9.733e+11 3rd Qu.:4.957e+11 3rd Qu.:9.545e+12 3rd Qu.: 1.65241 3rd Qu.: 0.2507 3rd Qu.: 1.609 3rd Qu.: 0.1146 3rd Qu.: 0.0668 3rd Qu.: 0.8954 3rd Qu.: 2509.92 3rd Qu.: 0.75686 3rd Qu.:0.391914 3rd Qu.:0.64166 3rd Qu.:0.7560 3rd Qu.: 9.693 3rd Qu.: 5.013 3rd Qu.: 3.1245 3rd Qu.: 52.074 3rd Qu.: 30.432 3rd Qu.: 22.235 3rd Qu.: 36.288 3rd Qu.: 19.358 3rd Qu.: 44.320 3rd Qu.: 41.594 3rd Qu.: 30.303 3rd Qu.: 19.88926 3rd Qu.: 45.943 3rd Qu.: 59.243 3rd Qu.: 34.014 3rd Qu.: 53.912 3rd Qu.: 23.965 3rd Qu.: 36.816 3rd Qu.: 54.450 3rd Qu.:1.6807 3rd Qu.: 47.613 3rd Qu.: 46.80 3rd Qu.: 26.61472 3rd Qu.: 40.805 3rd Qu.:24.479 3rd Qu.:19.727 3rd Qu.: 29.881 3rd Qu.:14.880 3rd Qu.: 34.142 3rd Qu.: 34.459 3rd Qu.:22.480 3rd Qu.:18.15835 3rd Qu.: 35.737 3rd Qu.: 46.899 3rd Qu.:28.126 3rd Qu.: 43.452 3rd Qu.:19.854 3rd Qu.: 28.978 3rd Qu.: 42.713 3rd Qu.:1.6787 3rd Qu.: 38.370 3rd Qu.: 37.412 3rd Qu.:23.2858 3rd Qu.: 91.0 3rd Qu.: 91.0 3rd Qu.: 23.136 3rd Qu.: 17.60283 3rd Qu.:0.8410 3rd Qu.:0.223904 3rd Qu.: 1.5642 3rd Qu.: 12.221 3rd Qu.:0.225758 3rd Qu.: 2.000 3rd Qu.: 348195 3rd Qu.:2.380e+10 3rd Qu.:3.796e+14 3rd Qu.:1.944e+12 3rd Qu.: 0.7304 3rd Qu.:0.09145 3rd Qu.:0.0023989 3rd Qu.: 0.06636 3rd Qu.:7.277e+07 3rd Qu.:5.627e+14 3rd Qu.:2.697e+15 3rd Qu.:1.229e+12 3rd Qu.:6.133e+11 3rd Qu.:1.242e+13 3rd Qu.: 0.91012 3rd Qu.: 0.0677 3rd Qu.: 0.50 3rd Qu.: 0.04448 3rd Qu.: 0.02347 3rd Qu.: 0.3816 3rd Qu.: 2892.0 3rd Qu.: 0.49467 3rd Qu.:0.417964 3rd Qu.:0.656948 3rd Qu.:0.76544 3rd Qu.: 9.3889 3rd Qu.: 4.8368 3rd Qu.: 3.1009 3rd Qu.: 208533 3rd Qu.:8.538e+09 3rd Qu.:8.161e+13 3rd Qu.: 6.673e+11 3rd Qu.: 0.95705 3rd Qu.:0.164765 3rd Qu.:0.0063822 3rd Qu.: 0.1768 3rd Qu.:4.043e+07 3rd Qu.:1.793e+14 3rd Qu.:8.462e+14 3rd Qu.: 4.580e+11 3rd Qu.:2.586e+11 3rd Qu.:4.322e+12 3rd Qu.: 1.6647 3rd Qu.: 0.226 3rd Qu.: 1.6 3rd Qu.: 0.1211 3rd Qu.: 0.0729 3rd Qu.: 0.896 3rd Qu.: 2200.353 3rd Qu.: 0.53709 3rd Qu.:0.425031 3rd Qu.:0.662448 3rd Qu.:0.77103 3rd Qu.: 9.0841 3rd Qu.: 4.5954 3rd Qu.: 2.9253 3rd Qu.: 45.301 3rd Qu.: 26.276 3rd Qu.: 19.592 3rd Qu.: 31.676 3rd Qu.:16.855 3rd Qu.: 38.487 3rd Qu.: 35.748 3rd Qu.: 26.162 3rd Qu.:17.03533 3rd Qu.: 39.397 3rd Qu.: 51.326 3rd Qu.: 29.2540 3rd Qu.: 46.483 3rd Qu.: 20.520 3rd Qu.: 31.849 3rd Qu.: 47.11 3rd Qu.:1.8612 3rd Qu.: 40.879 3rd Qu.: 40.000 3rd Qu.: 22.8172 3rd Qu.: 36.63 3rd Qu.:22.919 3rd Qu.:17.870 3rd Qu.: 26.709 3rd Qu.:13.7255 3rd Qu.: 30.804 3rd Qu.: 31.8299 3rd Qu.:20.362 3rd Qu.:16.23186 3rd Qu.: 32.795 3rd Qu.: 42.768 3rd Qu.:25.6993 3rd Qu.: 39.466 3rd Qu.:18.111 3rd Qu.: 26.257 3rd Qu.: 39.012 3rd Qu.:1.8589 3rd Qu.: 34.7872 3rd Qu.: 33.156 3rd Qu.:21.05333 NA NA 3rd Qu.:0.2 3rd Qu.:1.9 3rd Qu.:1.4 3rd Qu.:1 3rd Qu.:2.4897 3rd Qu.: 4.284e-11 3rd Qu.:0.15183 3rd Qu.:0.023051 3rd Qu.:-0.5022 3rd Qu.: 2.9146 3rd Qu.:2.8 3rd Qu.:4.05 3rd Qu.:0.5
NA NA NA NA NA Max. :9002.0 NA Max. :1.00000 Max. :0.95385 Max. :1.00000 Max. :1.00000 Max. :91.00 Max. :91.00 Max. :91.00 Max. :727.0 Max. :727.00 Max. :67.000 Max. :13.000 Max. :49.000 Max. :8.0000 Max. :104.00 Max. :727.0 Max. :69.000 Max. :13.000 Max. :49.0 Max. :8.0000 NA Max. :630.0000 Max. :202.00 Max. :27.00000 Max. :17.00000 Max. :162.00 Max. :31.00000 Max. :191.0000 Max. :5.976 Max. :207.000 Max. :111.000 Max. :121.000 Max. :1996.0 Max. :101.00 Max. :424.0000 Max. :86.000 Max. :633.0000 Max. :61.000 Max. :171.000 Max. :60.000 Max. :0.1225906 Max. :520.00 Max. :92.000 Max. :84.000 Max. :1.0000 Max. :1.00000 Max. :430.000 Max. :36.0000 Max. :1.0000 Max. :31.000 Max. :320.00 Max. :39.000 Max. :4.000 Max. :668.00 Max. :1329.000 Max. :67.0000 Max. :27.000 Max. :35.000 Max. :12460.51 Max. :200.7531 Max. :0.240600 Max. :1.39974 Max. :0 Max. :27.1637 Max. :101.722 Max. :3.15507 Max. :22.7680 Max. :100.000 Max. :3.00000 Max. :8.0000 Max. :31.00 Max. :34.000 Max. :114577 Max. :114577 Max. :998.776 Max. :200.7531 Max. :6.7607 Max. :6.15902 Max. :27.1637 Max. :101.722 Max. :6.64729 Max. :21.00 Max. :181759457 Max. :8.936e+15 Max. :1.073e+23 Max. :6.400e+18 Max. :3.0243 Max. :1.37240 Max. :0.0952195 Max. :11.295451 Max. :4.712e+11 Max. :3.067e+22 Max. :1.269e+23 Max. :3.592e+18 Max. :1.720e+18 Max. :4.936e+19 Max. :17.17392 Max. :25.897381 Max. :171.94542 Max. :7.900524 Max. :7.308983 Max. :28.417773 Max. :124847 Max. : 28.77947 Max. :0.98000 Max. :0.99965 Max. :0.9968 Max. :39.239 Max. :21.061 Max. :12.058 Max. :36695411 Max. :2.249e+14 Max. :4.199e+20 Max. :2.101e+17 Max. :5.62637 Max. :5.692793 Max. :0.572401 Max. :197.49046 Max. :9.973e+10 Max. :8.018e+20 Max. :6.001e+21 Max. :1.129e+17 Max. :7.341e+16 Max. :2.493e+18 Max. :102.77749 Max. :818.9250 Max. :6758.274 Max. :171.31354 Max. :153.86227 Max. :350.5213 Max. :25094.14 Max. : 42.07079 Max. :0.97604 Max. :0.9998 Max. :0.99907 Max. :37.705 Max. :21.138 Max. :11.731 Max. :336.806 Max. :172.641 Max. :143.492 Max. :240.539 Max. :122.989 Max. :291.527 Max. :249.78 Max. :199.398 Max. :126.04253 Max. :251.895 Max. :336.974 Max. :185.947 Max. :306.014 Max. :140.614 Max. :243.47 Max. :300.629 Max. :2.1256 Max. :258.269 Max. :302.181 Max. :169.9088 Max. :152.152 Max. :77.400 Max. :93.589 Max. :120.487 Max. :61.664 Max. :124.889 Max. :133.516 Max. :85.014 Max. :81.865 Max. :121.906 Max. :181.684 Max. :89.541 Max. :173.363 Max. :82.495 Max. :108.708 Max. :158.602 Max. :2.1200 Max. :143.250 Max. :142.98 Max. :82.3416 Max. :69202.0 Max. :69202.0 Max. :827.504 Max. :190.3212 Max. :7.6615 Max. :6.163735 Max. :27.1637 Max. :101.722 Max. :6.687471 Max. :21.000 Max. :140189341 Max. :5.397e+15 Max. :5.008e+22 Max. :3.915e+18 Max. :3.9282 Max. :1.54427 Max. :0.1559447 Max. :57.81534 Max. :3.896e+11 Max. :1.596e+22 Max. :9.072e+22 Max. :2.064e+18 Max. :8.571e+17 Max. :3.569e+19 Max. :31.67434 Max. :81.10713 Max. :967.8017 Max. :56.42751 Max. :55.50230 Max. :92.93491 Max. :103438.0 Max. : 47.29435 Max. :0.981189 Max. :0.9992 Max. :0.99643 Max. :38.865 Max. :20.863 Max. :11.583 Max. :33869823 Max. :1.648e+14 Max. :2.612e+20 Max. :1.637e+17 Max. :8.07015 Max. :5.068220 Max. :0.5004483 Max. :378.5467 Max. :9.006e+10 Max. :6.020e+20 Max. :5.074e+21 Max. :8.746e+16 Max. :6.386e+16 Max. :2.124e+18 Max. :107.90039 Max. :603.4435 Max. :11263.431 Max. :370.4748 Max. :365.0935 Max. :559.9332 Max. :23790.15 Max. : 59.38051 Max. :0.977131 Max. :0.99960 Max. :0.9981 Max. :37.286 Max. :21.015 Max. :11.2732 Max. :307.209 Max. :157.143 Max. :142.901 Max. :217.500 Max. :111.383 Max. :263.074 Max. :235.198 Max. :179.513 Max. :106.40724 Max. :227.318 Max. :318.958 Max. :171.686 Max. :290.411 Max. :127.611 Max. :219.824 Max. :286.815 Max. :2.6805 Max. :245.247 Max. :276.56 Max. :142.13052 Max. :148.035 Max. :75.362 Max. :91.571 Max. :117.362 Max. :58.878 Max. :121.465 Max. :130.605 Max. :83.700 Max. :79.81984 Max. :119.215 Max. :178.642 Max. :86.954 Max. :170.518 Max. :80.681 Max. :105.887 Max. :155.731 Max. :2.6790 Max. :140.198 Max. :138.634 Max. :79.6726 Max. :43653.0 Max. :43653.0 Max. :689.944 Max. :179.45646 Max. :7.9722 Max. :6.139017 Max. :27.1637 Max. :101.722 Max. :6.545641 Max. :16.000 Max. :115722779 Max. :3.312e+15 Max. :2.395e+22 Max. :2.464e+18 Max. :14.9298 Max. :1.65762 Max. :0.2413896 Max. :155.84836 Max. :3.214e+11 Max. :8.439e+21 Max. :6.477e+22 Max. :1.300e+18 Max. :5.238e+17 Max. :2.578e+19 Max. :227.93344 Max. :1057.2979 Max. :50815.39 Max. :154.26222 Max. :153.20479 Max. :2296.0034 Max. :86243.0 Max. : 57.66525 Max. :0.979546 Max. :0.999983 Max. :0.99727 Max. :38.4340 Max. :20.7181 Max. :11.0491 Max. :31085999 Max. :1.275e+14 Max. :1.602e+20 Max. : 1.264e+17 Max. :33.38355 Max. :6.140774 Max. :0.3972859 Max. :969.9884 Max. :8.064e+10 Max. :4.385e+20 Max. :4.234e+21 Max. : 6.697e+16 Max. :5.340e+16 Max. :1.786e+18 Max. :1140.7211 Max. :26490.253 Max. :1272960.3 Max. :961.2606 Max. :955.4421 Max. :25694.954 Max. :22432.057 Max. : 71.76206 Max. :0.975770 Max. :0.999995 Max. :0.99921 Max. :36.7693 Max. :20.9129 Max. :10.7455 Max. :280.091 Max. :143.489 Max. :145.425 Max. :198.159 Max. :99.782 Max. :237.935 Max. :224.450 Max. :160.388 Max. :99.88096 Max. :212.662 Max. :306.290 Max. :159.3042 Max. :279.772 Max. :130.325 Max. :200.009 Max. :273.75 Max. :3.9132 Max. :233.554 Max. :253.288 Max. :115.5438 Max. :144.86 Max. :73.180 Max. :89.265 Max. :114.390 Max. :56.9956 Max. :117.627 Max. :125.0562 Max. :82.092 Max. :77.92828 Max. :116.713 Max. :174.841 Max. :84.4988 Max. :166.086 Max. :77.797 Max. :102.679 Max. :152.782 Max. :3.9084 Max. :136.0006 Max. :134.832 Max. :76.94257 NA NA Max. :0.2 Max. :1.9 Max. :1.4 Max. :1 Max. :3.9402 Max. : 4.449e-08 Max. :0.42034 Max. :0.176686 Max. :-0.1905 Max. :27.3234 Max. :2.8 Max. :4.05 Max. :0.5

6 Ekstrakcja danych należących do najistotniejszych klas

Zaczęto od wyłuskania 50 najczęściej występujących etykiet klas, następnie przefiltrowano istniejący zbiór danych za pomocą wyłuskanego zbioru etykiet.

7 Korelacja pomiędzy zmiennymi

Kolumny, dla których liczona jest korelacja muszą zawierać wartości numeryczne. Dlatego też tylko takie, które je zawierają zostały wzięte pod uwagę w tej sekcji. Zachodzi również potrzeba wyłączenia z analizy korelacji kolumn o odchyleniu standardowym bliskim zeru ze względu na wymagania dotyczące metody tworzącej wykres.

8 Liczność poszczególnych klas

W tej sekcji przedstawiono liczność występujących w danych klas za pomocą interaktywnej tabeli.

9 Wykresy rozkładu liczby atomów oraz elektronów

Interaktywne wykresy rozkładu liczby elektronów oraz atomów

11 Wykres rozkładu wartości dla wybranych atrybutów

Rozkład wartości dla poszczególnych atrybutów zaczynających się od “part_01”

12 Interaktywny wykres

Wykres słupkowy przedstawia liczbę elementów należącą do poszczególnych klas.

13 Regresja

14 Klasyfikacja